{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyGeM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tutorial 1: Free Form Deformation on a sphere in STL file format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we will show the typical workflow. In particular we are going to parse the parameters file for the FFD, read an STL file of a sphere, perform the FFD and write the results on a new file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all we just import the required PyGeM classes and we set matplotlib for the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from pygem import FFDParameters, FFD, StlHandler"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to specify the parameters of the deformation. We can set manually, editing directly the `FFDParameters` attributes, or we can read them by parsing a file. It is also possible write an instance to a file, in order to edit this file for the future deformations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = FFDParameters()\n",
    "params.read_parameters(filename='../tests/test_datasets/parameters_test_ffd_sphere.prm')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following is the parameters file for the case at hand. In particular, if you look at the Box info section, there is 3-by-2-by-2 lattice around an emisphere. Then we rotate it by 10 deg around y and 15 deg around z axis. In Parameters weights we just change the weights of the control point with indices 2, 0, 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r\n",
      "[Box info]\r\n",
      "# This section collects all the properties of the FFD bounding box.\r\n",
      "\r\n",
      "# n control points indicates the number of control points in each direction (x, y, z).\r\n",
      "# For example, to create a 2 x 3 x 2 grid, use the following: n control points: 2, 3, 2\r\n",
      "n control points x: 3\r\n",
      "n control points y: 2\r\n",
      "n control points z: 2\r\n",
      "\r\n",
      "# box lenght indicates the length of the FFD bounding box along the three canonical directions (x, y, z).\r\n",
      "# It uses the local coordinate system.\r\n",
      "# For example to create a 2 x 1.5 x 3 meters box use the following: lenght box: 2.0, 1.5, 3.0\r\n",
      "box lenght x: 45.0\r\n",
      "box lenght y: 90.0\r\n",
      "box lenght z: 90.0\r\n",
      "\r\n",
      "# box origin indicates the x, y, and z coordinates of the origin of the FFD bounding box. That is center of\r\n",
      "# rotation of the bounding box. It corresponds to the point coordinates with position [0][0][0].\r\n",
      "# See section \"Parameters weights\" for more details.\r\n",
      "# For example, if the origin is equal to 0., 0., 0., use the following: origin box: 0., 0., 0.\r\n",
      "box origin x: -20.0\r\n",
      "box origin y: -55.0\r\n",
      "box origin z: -45.0\r\n",
      "\r\n",
      "# rotation angle indicates the rotation angle around the x, y, and z axis of the FFD bounding box in degrees.\r\n",
      "# The rotation is done with respect to the box origin.\r\n",
      "# For example, to rotate the box by 2 deg along the z direction, use the following: rotation angle: 0., 0., 2.\r\n",
      "rotation angle x: 0\r\n",
      "rotation angle y: 10\r\n",
      "rotation angle z: 15\r\n",
      "\r\n",
      "\r\n",
      "[Parameters weights]\r\n",
      "# This section describes the weights of the FFD control points.\r\n",
      "# We adopt the following convention:\r\n",
      "# For example with a 2x2x2 grid of control points we have to fill a 2x2x2 matrix of weights.\r\n",
      "# If a weight is equal to zero you can discard the line since the default is zero.\r\n",
      "#\r\n",
      "# | x index | y index | z index | weight |\r\n",
      "#  --------------------------------------\r\n",
      "# |    0    |    0    |    0    |  1.0   |\r\n",
      "# |    0    |    1    |    1    |  0.0   | --> you can erase this line without effects\r\n",
      "# |    0    |    1    |    0    | -2.1   |\r\n",
      "# |    0    |    0    |    1    |  3.4   |\r\n",
      "\r\n",
      "# parameter x collects the displacements along x, normalized with the box lenght x.\r\n",
      "parameter x: 0   0   0   0.0\r\n",
      "             0   0   1   0.0\r\n",
      "             0   1   0   0.0\r\n",
      "             0   1   1   0.0\r\n",
      "             1   0   0   0.0\r\n",
      "             1   0   1   0.0\r\n",
      "             1   1   0   0.0\r\n",
      "             1   1   1   0.0\r\n",
      "             2   0   0    .8\r\n",
      "             2   0   1   0.0\r\n",
      "             2   1   0   0.0\r\n",
      "             2   1   1   0.0\r\n",
      "\r\n",
      "# parameter y collects the displacements along y, normalized with the box lenght y.\r\n",
      "parameter y: 0   0   0   0.0\r\n",
      "             0   0   1   0.0\r\n",
      "             0   1   0   0.0\r\n",
      "             0   1   1   0.0\r\n",
      "             1   0   0   0.0\r\n",
      "             1   0   1   0.0\r\n",
      "             1   1   0   0.0\r\n",
      "             1   1   1   0.0\r\n",
      "             2   0   0  -0.5\r\n",
      "             2   0   1   0.0\r\n",
      "             2   1   0   0.0\r\n",
      "             2   1   1   0.0\r\n",
      "\r\n",
      "# parameter z collects the displacements along z, normalized with the box lenght z.\r\n",
      "parameter z: 0   0   0   0.0\r\n",
      "             0   0   1   0.0\r\n",
      "             0   1   0   0.0\r\n",
      "             0   1   1   0.0\r\n",
      "             1   0   0   0.0\r\n",
      "             1   0   1   0.0\r\n",
      "             1   1   0   0.0\r\n",
      "             1   1   1   0.0\r\n",
      "             2   0   0  -1.0\r\n",
      "             2   0   1   0.0\r\n",
      "             2   1   0   0.0\r\n",
      "             2   1   1   0.0\r\n"
     ]
    }
   ],
   "source": [
    "%cat ../tests/test_datasets/parameters_test_ffd_sphere.prm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we have to load the STL file on which we will perform the FFD. Since it is an STL we use the `StlHandler` class. The `parse` method extracts the points coordinate without touching the topology of the geometry."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "stl_handler = StlHandler()\n",
    "mesh_points = stl_handler.parse('../tests/test_datasets/test_sphere.stl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the original geometry:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2a975f3350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = stl_handler.plot(plot_file='../tests/test_datasets/test_sphere.stl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally we can actually perform the FFD. The inputs are the parameters we already set and the points positions we extracted before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "free_form = FFD(params, mesh_points)\n",
    "free_form.perform()\n",
    "new_mesh_points = free_form.modified_mesh_points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can write the modified STL file with the new points coordinates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "stl_handler.write(new_mesh_points, 'test_sphere_mod.stl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And here we have the final plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2a237c60d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = stl_handler.plot(plot_file='test_sphere_mod.stl')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
